Parameter definition for the Additive Effect of Treatment Among the Treated (ATT). Currently supports multiple static intervention nodes. Does yet not support dynamic rule or stochastic interventions.
R6Class object.
Param_base object
clever covariates doesn't support updates; always uses initial (necessary for iterative TMLE, e.g. stochastic intervention)
doesn't integrate over possible counterfactuals (necessary for stochastic intervention)
clever covariate gets recalculated all the time (inefficient)
define_param(Param_ATT, observed_likelihood, intervention_list, ..., outcome_node)
observed_likelihoodA Likelihood corresponding to the observed likelihood
intervention_list_treatmentA list of objects inheriting from LF_base, representing the treatment intervention.
intervention_list_controlA list of objects inheriting from LF_base, representing the control intervention.
...Not currently used.
outcome_nodecharacter, the name of the node that should be treated as the outcome
cf_likelihood_treatmentthe counterfactual likelihood for the treatment
cf_likelihood_controlthe counterfactual likelihood for the control
intervention_list_treatmentA list of objects inheriting from LF_base, representing the treatment intervention
intervention_list_controlA list of objects inheriting from LF_base, representing the control intervention
Other Parameters:
Param_ATE,
Param_ATT,
Param_MSM,
Param_TSM,
Param_base,
Param_delta,
Param_mean,
Param_stratified,
Param_survival,
define_param(),
tmle3_Fit